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Common Mistakes

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Statistics · AP · Inference for Categorical Data — Chi-Square

Focus

Carrying Out a Chi-Square Test for Homogeneity or Independence

This topic is assessed on the AP Exam.

Frequent mistakes

### 1. Inference without conditions

What it looks/sounds like: Calculator p-value or CI is reported with no plan step.

Why it happens: Conditions feel optional on technology items.

How to fix: Always state Random, 10%, and Large Counts/Normality as applicable.

### 2. Wrong χ² procedure

What it looks/sounds like: Proportions z-test used instead of χ².

Why it happens: GOF vs homogeneity vs independence is mixed up.

How to fix: Match table layout to the correct χ² test.

### 3. Expected counts ignored

What it looks/sounds like: χ² is computed without checking expected counts.

Why it happens: Calculator output is trusted blindly.

How to fix: Verify expected counts ≥ 5 (or course rule) in each cell.

### 4. Correct work, wrong question

What it looks/sounds like: The algebra is fine but answers a different quantity than the stem asks for.

Why it happens: Attention locks onto the first operation instead of the final ask.

How to fix: Underline the final question; after solving, verify the boxed answer matches it.

### 5. Notation and justification gaps

What it looks/sounds like: Missing units, limit language, or ‘because’ statements AP graders expect.

Why it happens: Notation is treated as decoration rather than part of the score.

How to fix: Add one justification phrase per major step (definition, theorem, or rule).

How to avoid them

1. State hypotheses about distributions or association. 2. Report which cells contribute most to χ². 3. Conclude about the population in context.

Quick self-check

  • [ ] Can pick the correct χ² test
  • [ ] Can check expected counts
  • [ ] Can conclude about association

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